Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	283726
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	69.3 MiB
Average record size in memory	256.0 B

Variable types

Numeric	30
Categorical	1

Alerts

`V2` is highly overall correlated with `Amount`	High correlation
`V10` is highly overall correlated with `Class`	High correlation
`V11` is highly overall correlated with `Class`	High correlation
`V12` is highly overall correlated with `Class`	High correlation
`V14` is highly overall correlated with `Class`	High correlation
`V16` is highly overall correlated with `Class`	High correlation
`V17` is highly overall correlated with `Class`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Amount` is highly overall correlated with `V2`	High correlation
`Class` is highly overall correlated with `V10` and 5 other fields	High correlation
`Class` is highly imbalanced (98.2%)	Imbalance

Reproduction

Analysis started	2023-05-12 04:11:13.605795
Analysis finished	2023-05-12 04:17:57.275547
Duration	6 minutes and 43.67 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

Time
Real number (ℝ)

Distinct	124592
Distinct (%)	43.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94811.078

Minimum	0
Maximum	172792
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	25297
Q1	54204.75
median	84692.5
Q3	139298
95-th percentile	164138.75
Maximum	172792
Range	172792
Interquartile range (IQR)	85093.25

Descriptive statistics

Standard deviation	47481.048
Coefficient of variation (CV)	0.50079642
Kurtosis	-1.2934325
Mean	94811.078
Median Absolute Deviation (MAD)	42654.5
Skewness	-0.035580646
Sum	2.6900368 × 10¹⁰
Variance	2.2544499 × 10⁹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3767	21	< 0.1%
3770	20	< 0.1%
19912	19	< 0.1%
3750	19	< 0.1%
73885	17	< 0.1%
3760	17	< 0.1%
3749	17	< 0.1%
3766	17	< 0.1%
3755	16	< 0.1%
3756	15	< 0.1%
Other values (124582)	283548	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	3	< 0.1%
11	1	< 0.1%
12	3	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
172792	1	< 0.1%
172788	2	< 0.1%
172787	1	< 0.1%
172786	1	< 0.1%
172785	1	< 0.1%
172784	1	< 0.1%
172783	1	< 0.1%
172782	2	< 0.1%
172780	1	< 0.1%
172778	1	< 0.1%

V1
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0059171498

Minimum	-56.40751
Maximum	2.45493
Zeros	0
Zeros (%)	0.0%
Negative	140751
Negative (%)	49.6%
Memory size	4.3 MiB

Quantile statistics

Minimum	-56.40751
5-th percentile	-2.881365
Q1	-0.91595133
median	0.020384055
Q3	1.3160678
95-th percentile	2.0814381
Maximum	2.45493
Range	58.86244
Interquartile range (IQR)	2.2320191

Descriptive statistics

Standard deviation	1.9480261
Coefficient of variation (CV)	329.21697
Kurtosis	32.727332
Mean	0.0059171498
Median Absolute Deviation (MAD)	1.1924331
Skewness	-3.2732712
Sum	1678.8493
Variance	3.7948058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.245673819	77	< 0.1%
2.055797006	77	< 0.1%
2.053311214	62	< 0.1%
1.302377965	60	< 0.1%
2.040211058	53	< 0.1%
2.085174876	48	< 0.1%
1.332849312	45	< 0.1%
1.01841182	40	< 0.1%
1.335053154	39	< 0.1%
1.315404172	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-56.40750963	1	< 0.1%
-46.8550472	1	< 0.1%
-41.92873752	1	< 0.1%
-40.47014184	1	< 0.1%
-40.0425375	1	< 0.1%
-37.55806711	1	< 0.1%
-37.05429492	1	< 0.1%
-36.80231991	1	< 0.1%
-36.51058317	1	< 0.1%
-35.90510491	1	< 0.1%

Value	Count	Frequency (%)
2.454929991	1	< 0.1%
2.45188849	1	< 0.1%
2.446504985	1	< 0.1%
2.439207481	1	< 0.1%
2.430506781	1	< 0.1%
2.422507732	1	< 0.1%
2.420346134	1	< 0.1%
2.420063784	1	< 0.1%
2.418801755	1	< 0.1%
2.41826698	1	< 0.1%

V2
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0041347556

Minimum	-72.715728
Maximum	22.057729
Zeros	0
Zeros (%)	0.0%
Negative	133898
Negative (%)	47.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-72.715728
5-th percentile	-1.9733539
Q1	-0.60032057
median	0.063949172
Q3	0.80028289
95-th percentile	1.7960859
Maximum	22.057729
Range	94.773457
Interquartile range (IQR)	1.4006035

Descriptive statistics

Standard deviation	1.646703
Coefficient of variation (CV)	-398.25884
Kurtosis	96.898173
Mean	-0.0041347556
Median Absolute Deviation (MAD)	0.70210529
Skewness	-4.6951619
Sum	-1173.1377
Variance	2.7116307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1669750195	77	< 0.1%
-0.3266677731	77	< 0.1%
0.08973464782	62	< 0.1%
-0.6065293082	60	< 0.1%
-0.1469749748	53	< 0.1%
0.3930505777	48	< 0.1%
0.3891982492	45	< 0.1%
1.036663009	40	< 0.1%
0.3314640264	39	< 0.1%
-0.03357708573	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-72.71572756	1	< 0.1%
-63.34469832	1	< 0.1%
-60.46461766	1	< 0.1%
-50.38326913	1	< 0.1%
-48.06085602	1	< 0.1%
-47.42967628	1	< 0.1%
-45.60797256	1	< 0.1%
-44.63924472	1	< 0.1%
-42.17268752	1	< 0.1%
-40.97885223	1	< 0.1%

Value	Count	Frequency (%)
22.05772899	1	< 0.1%
21.46720299	1	< 0.1%
19.16723901	1	< 0.1%
18.90245284	1	< 0.1%
18.18362646	1	< 0.1%
17.93055045	1	< 0.1%
17.41864877	1	< 0.1%
16.71338924	1	< 0.1%
16.69783169	1	< 0.1%
16.4974719	1	< 0.1%

V3
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0016131194

Minimum	-48.325589
Maximum	9.3825584
Zeros	0
Zeros (%)	0.0%
Negative	127647
Negative (%)	45.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	-48.325589
5-th percentile	-2.3860347
Q1	-0.889682
median	0.17996273
Q3	1.02696
95-th percentile	2.0620834
Maximum	9.3825584
Range	57.708148
Interquartile range (IQR)	1.916642

Descriptive statistics

Standard deviation	1.5086819
Coefficient of variation (CV)	935.25746
Kurtosis	25.18653
Mean	0.0016131194
Median Absolute Deviation (MAD)	0.93525987
Skewness	-2.151984
Sum	457.6839
Variance	2.2761211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4883057426	77	< 0.1%
-2.752040956	77	< 0.1%
-1.681835669	62	< 0.1%
-0.6819861929	60	< 0.1%
-2.955933665	53	< 0.1%
-4.508200532	48	< 0.1%
-2.165596605	45	< 0.1%
-1.689813707	40	< 0.1%
-2.057762777	39	< 0.1%
-1.089984306	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-48.32558936	1	< 0.1%
-33.68098402	1	< 0.1%
-32.96534576	1	< 0.1%
-32.45419819	1	< 0.1%
-31.81358595	1	< 0.1%
-31.10368482	1	< 0.1%
-30.55869682	1	< 0.1%
-30.17731746	1	< 0.1%
-30.01371249	1	< 0.1%
-29.46873209	1	< 0.1%

Value	Count	Frequency (%)
9.382558433	1	< 0.1%
4.22610848	1	< 0.1%
4.187810599	1	< 0.1%
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.069864781	1	< 0.1%
4.040465001	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.985446047	1	< 0.1%

V4
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0029663077

Minimum	-5.6831712
Maximum	16.875344
Zeros	0
Zeros (%)	0.0%
Negative	143774
Negative (%)	50.7%
Memory size	4.3 MiB

Quantile statistics

Minimum	-5.6831712
5-th percentile	-2.1980943
Q1	-0.85013447
median	-0.022248017
Q3	0.73964696
95-th percentile	2.5565953
Maximum	16.875344
Range	22.558515
Interquartile range (IQR)	1.5897814

Descriptive statistics

Standard deviation	1.414184
Coefficient of variation (CV)	-476.74892
Kurtosis	2.6187796
Mean	-0.0029663077
Median Absolute Deviation (MAD)	0.79923226
Skewness	0.67150417
Sum	-841.61862
Variance	1.9999164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6353219207	77	< 0.1%
-0.8423160333	77	< 0.1%
0.4542119602	62	< 0.1%
-1.904603396	60	< 0.1%
-0.5783559789	53	< 0.1%
-0.3117706833	48	< 0.1%
-0.3068726238	45	< 0.1%
1.315475833	40	< 0.1%
-0.3461753553	39	< 0.1%
-0.5570873884	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.683171198	1	< 0.1%
-5.600607141	1	< 0.1%
-5.560117581	1	< 0.1%
-5.519697123	1	< 0.1%
-5.416315392	1	< 0.1%
-5.40167758	1	< 0.1%
-5.266508626	1	< 0.1%
-5.26306793	1	< 0.1%
-5.251491643	1	< 0.1%
-5.231827865	1	< 0.1%

Value	Count	Frequency (%)
16.87534403	1	< 0.1%
16.71553737	1	< 0.1%
16.49121717	1	< 0.1%
15.30418399	1	< 0.1%
13.1436681	1	< 0.1%
13.12914336	1	< 0.1%
12.69954199	1	< 0.1%
12.67275992	1	< 0.1%
12.15501612	1	< 0.1%
12.13232308	1	< 0.1%

V5
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0018275601

Minimum	-113.74331
Maximum	34.801666
Zeros	0
Zeros (%)	0.0%
Negative	148264
Negative (%)	52.3%
Memory size	4.3 MiB

Quantile statistics

Minimum	-113.74331
5-th percentile	-1.6985826
Q1	-0.68982973
median	-0.053467607
Q3	0.61221796
95-th percentile	2.099693
Maximum	34.801666
Range	148.54497
Interquartile range (IQR)	1.3020477

Descriptive statistics

Standard deviation	1.3770083
Coefficient of variation (CV)	753.46812
Kurtosis	209.27747
Mean	0.0018275601
Median Absolute Deviation (MAD)	0.65090846
Skewness	-2.4140792
Sum	518.52632
Variance	1.8961518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5627766808	77	< 0.1%
2.46307226	77	< 0.1%
0.2983103715	62	< 0.1%
1.326623107	60	< 0.1%
2.609358271	53	< 0.1%
3.510116942	48	< 0.1%
2.641351251	45	< 0.1%
1.698436056	40	< 0.1%
2.583233822	39	< 0.1%
2.0299312	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-113.7433067	1	< 0.1%
-42.14789837	1	< 0.1%
-40.4277263	1	< 0.1%
-35.18212031	1	< 0.1%
-32.092129	1	< 0.1%
-31.3567501	1	< 0.1%
-29.73059986	1	< 0.1%
-28.81557695	1	< 0.1%
-28.36378524	1	< 0.1%
-27.75296366	1	< 0.1%

Value	Count	Frequency (%)
34.80166588	1	< 0.1%
34.09930934	1	< 0.1%
32.9114617	1	< 0.1%
31.45704605	1	< 0.1%
29.16217202	1	< 0.1%
29.01612354	1	< 0.1%
28.76267129	1	< 0.1%
28.51651308	1	< 0.1%
26.64769652	1	< 0.1%
25.60407727	1	< 0.1%

V6
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0011394882

Minimum	-26.160506
Maximum	73.301626
Zeros	0
Zeros (%)	0.0%
Negative	176104
Negative (%)	62.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-26.160506
5-th percentile	-1.4072446
Q1	-0.76903077
median	-0.27516764
Q3	0.39679214
95-th percentile	3.159414
Maximum	73.301626
Range	99.462131
Interquartile range (IQR)	1.1658229

Descriptive statistics

Standard deviation	1.3319306
Coefficient of variation (CV)	-1168.8849
Kurtosis	42.838886
Mean	-0.0011394882
Median Absolute Deviation (MAD)	0.55918795
Skewness	1.8298804
Sum	-323.30243
Variance	1.7740391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.011072616	77	< 0.1%
3.173856423	77	< 0.1%
-0.9535260864	62	< 0.1%
3.436312447	60	< 0.1%
3.142641531	53	< 0.1%
2.45329922	48	< 0.1%
2.808083764	45	< 0.1%
0.528806549	40	< 0.1%
2.854101997	39	< 0.1%
3.268129626	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.16050594	1	< 0.1%
-23.49671393	1	< 0.1%
-21.92931229	1	< 0.1%
-21.24875162	1	< 0.1%
-20.86962619	1	< 0.1%
-20.36783638	1	< 0.1%
-20.05461547	1	< 0.1%
-19.99634854	1	< 0.1%
-17.92727412	1	< 0.1%
-17.57483526	1	< 0.1%

Value	Count	Frequency (%)
73.30162555	1	< 0.1%
23.91783713	1	< 0.1%
22.52929847	1	< 0.1%
21.55049619	1	< 0.1%
21.39306876	1	< 0.1%
21.30773787	1	< 0.1%
21.1901941	1	< 0.1%
20.37952437	1	< 0.1%
18.07203126	1	< 0.1%
17.0199344	1	< 0.1%

V7
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0018006918

Minimum	-43.557242
Maximum	120.58949
Zeros	0
Zeros (%)	0.0%
Negative	135221
Negative (%)	47.7%
Memory size	4.3 MiB

Quantile statistics

Minimum	-43.557242
5-th percentile	-1.4316361
Q1	-0.55250944
median	0.040859471
Q3	0.57047387
95-th percentile	1.4071426
Maximum	120.58949
Range	164.14674
Interquartile range (IQR)	1.1229833

Descriptive statistics

Standard deviation	1.2276639
Coefficient of variation (CV)	681.77348
Kurtosis	414.14219
Mean	0.0018006918
Median Absolute Deviation (MAD)	0.5612351
Skewness	2.8902712
Sum	510.90307
Variance	1.5071586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01495266147	77	< 0.1%
-0.432125924	77	< 0.1%
0.1520025453	62	< 0.1%
-1.145126827	60	< 0.1%
-0.4168828412	53	< 0.1%
0.220468581	48	< 0.1%
-0.1716266361	45	< 0.1%
0.3317145024	40	< 0.1%
-0.1875473373	39	< 0.1%
-0.5349938273	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-43.55724157	1	< 0.1%
-41.50679608	1	< 0.1%
-37.06031146	1	< 0.1%
-33.23932817	1	< 0.1%
-31.76494649	1	< 0.1%
-31.19732855	1	< 0.1%
-28.21511205	1	< 0.1%
-28.01129291	1	< 0.1%
-26.54814377	1	< 0.1%
-24.41948294	1	< 0.1%

Value	Count	Frequency (%)
120.5894939	1	< 0.1%
44.05446136	1	< 0.1%
36.87736827	1	< 0.1%
36.67726795	1	< 0.1%
34.30317686	1	< 0.1%
31.52724367	1	< 0.1%
30.8976664	1	< 0.1%
29.20586818	1	< 0.1%
28.50406537	1	< 0.1%
28.23952821	1	< 0.1%

V8
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00085445257

Minimum	-73.216718
Maximum	20.007208
Zeros	0
Zeros (%)	0.0%
Negative	135121
Negative (%)	47.6%
Memory size	4.3 MiB

Quantile statistics

Minimum	-73.216718
5-th percentile	-0.83970936
Q1	-0.20882847
median	0.021897947
Q3	0.32570368
95-th percentile	1.0423418
Maximum	20.007208
Range	93.223927
Interquartile range (IQR)	0.53453216

Descriptive statistics

Standard deviation	1.1790544
Coefficient of variation (CV)	-1379.8945
Kurtosis	215.01693
Mean	-0.00085445257
Median Absolute Deviation (MAD)	0.25844358
Skewness	-8.3109703
Sum	-242.43041
Variance	1.3901693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1602108633	77	< 0.1%
0.7277062007	77	< 0.1%
-0.2070713797	62	< 0.1%
0.9591472621	60	< 0.1%
0.7843929483	53	< 0.1%
0.5433768006	48	< 0.1%
0.6833517336	45	< 0.1%
0.3645387616	40	< 0.1%
0.6851537704	39	< 0.1%
0.8082500984	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-73.21671846	1	< 0.1%
-50.94336887	1	< 0.1%
-50.68841936	1	< 0.1%
-50.42009006	1	< 0.1%
-41.48482251	1	< 0.1%
-41.04426092	1	< 0.1%
-39.68857108	1	< 0.1%
-39.26737777	1	< 0.1%
-38.98726274	1	< 0.1%
-38.75152521	1	< 0.1%

Value	Count	Frequency (%)
20.00720837	1	< 0.1%
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.74887195	1	< 0.1%
18.70925454	1	< 0.1%
18.32940553	1	< 0.1%
18.28216761	1	< 0.1%
17.94136306	1	< 0.1%
17.90357438	1	< 0.1%
17.57371241	1	< 0.1%

V9
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0015961996

Minimum	-13.434066
Maximum	15.594995
Zeros	0
Zeros (%)	0.0%
Negative	149060
Negative (%)	52.5%
Memory size	4.3 MiB

Quantile statistics

Minimum	-13.434066
5-th percentile	-1.7591862
Q1	-0.64422077
median	-0.052595651
Q3	0.59597686
95-th percentile	1.7786221
Maximum	15.594995
Range	29.029061
Interquartile range (IQR)	1.2401976

Descriptive statistics

Standard deviation	1.0954925
Coefficient of variation (CV)	-686.31296
Kurtosis	3.516661
Mean	-0.0015961996
Median Absolute Deviation (MAD)	0.62023079
Skewness	0.53766305
Sum	-452.88333
Variance	1.2001038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1703618522	77	< 0.1%
0.6086058703	77	< 0.1%
0.5873352664	62	< 0.1%
1.671301564	60	< 0.1%
0.3599023789	53	< 0.1%
-0.1004339049	48	< 0.1%
-0.2979620013	45	< 0.1%
-0.7117979388	40	< 0.1%
-0.2866140686	39	< 0.1%
-0.0527240383	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.43406632	1	< 0.1%
-13.32015469	1	< 0.1%
-11.12662352	1	< 0.1%
-10.84252587	1	< 0.1%
-9.481456334	1	< 0.1%
-9.462572605	1	< 0.1%
-9.283924512	1	< 0.1%
-8.9609217	1	< 0.1%
-8.739670371	1	< 0.1%
-8.630390306	1	< 0.1%

Value	Count	Frequency (%)
15.59499461	1	< 0.1%
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
10.31397373	1	< 0.1%
9.272375626	1	< 0.1%
9.234623452	1	< 0.1%
9.213022586	1	< 0.1%
9.125534903	1	< 0.1%

V10
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0014407105

Minimum	-24.588262
Maximum	23.745136
Zeros	0
Zeros (%)	0.0%
Negative	159340
Negative (%)	56.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-24.588262
5-th percentile	-1.3383669
Q1	-0.53557811
median	-0.093236526
Q3	0.45361873
95-th percentile	1.5461764
Maximum	23.745136
Range	48.333399
Interquartile range (IQR)	0.98919684

Descriptive statistics

Standard deviation	1.0764074
Coefficient of variation (CV)	-747.13647
Kurtosis	29.843899
Mean	-0.0014407105
Median Absolute Deviation (MAD)	0.47987266
Skewness	1.2529671
Sum	-408.76702
Variance	1.1586528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.04457458938	77	< 0.1%
-0.07518616994	77	< 0.1%
-0.3620473484	62	< 0.1%
-1.02294603	60	< 0.1%
-0.3510751014	53	< 0.1%
-1.0186222	48	< 0.1%
-0.6520966004	45	< 0.1%
-1.57028828	40	< 0.1%
-0.5359027355	39	< 0.1%
0.001148754534	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.58826244	1	< 0.1%
-24.40318497	1	< 0.1%
-23.22825484	1	< 0.1%
-22.18708856	1	< 0.1%
-20.94919155	1	< 0.1%
-19.83614885	1	< 0.1%
-18.91324333	1	< 0.1%
-18.27116817	1	< 0.1%
-17.14151364	1	< 0.1%
-16.74604411	1	< 0.1%

Value	Count	Frequency (%)
23.74513612	1	< 0.1%
15.33174156	1	< 0.1%
15.24568569	1	< 0.1%
15.2360282	1	< 0.1%
13.81175777	1	< 0.1%
13.7273472	1	< 0.1%
13.6444596	1	< 0.1%
13.56015529	1	< 0.1%
13.24943301	1	< 0.1%
13.19822576	1	< 0.1%

V11
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00020175764

Minimum	-4.7974735
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	145039
Negative (%)	51.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-4.7974735
5-th percentile	-1.5698858
Q1	-0.7616493
median	-0.03230594
Q3	0.73957919
95-th percentile	1.613748
Maximum	12.018913
Range	16.816387
Interquartile range (IQR)	1.5012285

Descriptive statistics

Standard deviation	1.0187202
Coefficient of variation (CV)	5049.2271
Kurtosis	1.5468489
Mean	0.00020175764
Median Absolute Deviation (MAD)	0.74981212
Skewness	0.34407419
Sum	57.243888
Variance	1.0377907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3567490185	77	< 0.1%
0.0635044576	77	< 0.1%
-0.5895980404	62	< 0.1%
-0.1914229727	60	< 0.1%
0.3296508837	53	< 0.1%
0.8070381067	48	< 0.1%
0.4180026649	45	< 0.1%
3.463017821	40	< 0.1%
0.3328484176	39	< 0.1%
-0.02860892995	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.797473465	1	< 0.1%
-4.682930548	1	< 0.1%
-4.568390246	1	< 0.1%
-4.453852842	1	< 0.1%
-4.339318655	1	< 0.1%
-4.224788057	1	< 0.1%
-4.110261479	2	< 0.1%
-4.049894914	1	< 0.1%
-4.034717859	1	< 0.1%
-4.010267867	1	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%

V12
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00071478766

Minimum	-18.683715
Maximum	7.8483921
Zeros	0
Zeros (%)	0.0%
Negative	120727
Negative (%)	42.6%
Memory size	4.3 MiB

Quantile statistics

Minimum	-18.683715
5-th percentile	-1.9682281
Q1	-0.40619773
median	0.13907201
Q3	0.61697649
95-th percentile	1.2407939
Maximum	7.8483921
Range	26.532107
Interquartile range (IQR)	1.0231742

Descriptive statistics

Standard deviation	0.99467445
Coefficient of variation (CV)	-1391.5663
Kurtosis	18.941584
Mean	-0.00071478766
Median Absolute Deviation (MAD)	0.50708986
Skewness	-2.1990083
Sum	-202.80384
Variance	0.98937725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.07345951735	77	< 0.1%
0.3505635733	77	< 0.1%
-0.1747120531	62	< 0.1%
0.6310273415	60	< 0.1%
0.1835081206	53	< 0.1%
-0.3305476278	48	< 0.1%
-0.3224369237	45	< 0.1%
0.5384113631	40	< 0.1%
-0.2683187385	39	< 0.1%
0.07365651502	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.68371463	1	< 0.1%
-18.55369701	1	< 0.1%
-18.43113103	1	< 0.1%
-18.04759657	1	< 0.1%
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.18291843	1	< 0.1%
-17.15040525	1	< 0.1%
-17.13130095	1	< 0.1%

Value	Count	Frequency (%)
7.848392076	1	< 0.1%
4.846452409	1	< 0.1%
4.574082241	1	< 0.1%
4.472920584	1	< 0.1%
4.406338221	1	< 0.1%
4.403898555	1	< 0.1%
4.31807084	1	< 0.1%
4.317588992	1	< 0.1%
4.299511253	1	< 0.1%
4.293341845	1	< 0.1%

V13
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00060337579

Minimum	-5.7918812
Maximum	7.126883
Zeros	0
Zeros (%)	0.0%
Negative	143493
Negative (%)	50.6%
Memory size	4.3 MiB

Quantile statistics

Minimum	-5.7918812
5-th percentile	-1.6397255
Q1	-0.64786208
median	-0.01292699
Q3	0.66317831
95-th percentile	1.608915
Maximum	7.126883
Range	12.918764
Interquartile range (IQR)	1.3110404

Descriptive statistics

Standard deviation	0.99542964
Coefficient of variation (CV)	1649.7673
Kurtosis	0.19583951
Mean	0.00060337579
Median Absolute Deviation (MAD)	0.65541334
Skewness	0.064293405
Sum	171.1934
Variance	0.99088016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5177596942	77	< 0.1%
-0.1412383222	77	< 0.1%
-0.6211270614	62	< 0.1%
0.03190727035	60	< 0.1%
-0.272918545	53	< 0.1%
-0.5314186517	48	< 0.1%
-0.1434691546	45	< 0.1%
-0.3780953845	40	< 0.1%
-0.1276141958	39	< 0.1%
0.04128482958	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.791881206	1	< 0.1%
-4.008639792	1	< 0.1%
-3.961757536	1	< 0.1%
-3.888606286	1	< 0.1%
-3.881106249	1	< 0.1%
-3.848943149	1	< 0.1%
-3.844973612	1	< 0.1%
-3.835617838	1	< 0.1%
-3.816447623	1	< 0.1%
-3.808723988	1	< 0.1%

Value	Count	Frequency (%)
7.126882959	1	< 0.1%
4.569008959	1	< 0.1%
4.469566192	1	< 0.1%
4.465413177	1	< 0.1%
4.369998379	1	< 0.1%
4.316156232	1	< 0.1%
4.262850926	1	< 0.1%
4.099351905	1	< 0.1%
4.044577086	1	< 0.1%
3.951390651	1	< 0.1%

V14
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0002523173

Minimum	-19.214325
Maximum	10.526766
Zeros	0
Zeros (%)	0.0%
Negative	133312
Negative (%)	47.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-1.4372133
Q1	-0.42573247
median	0.050208678
Q3	0.49233554
95-th percentile	1.3919566
Maximum	10.526766
Range	29.741092
Interquartile range (IQR)	0.91806801

Descriptive statistics

Standard deviation	0.95221509
Coefficient of variation (CV)	3773.8795
Kurtosis	23.041488
Mean	0.0002523173
Median Absolute Deviation (MAD)	0.45771791
Skewness	-1.9188037
Sum	71.588978
Variance	0.90671358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4069689344	77	< 0.1%
0.6909716184	77	< 0.1%
-0.703512784	62	< 0.1%
-0.03142538126	60	< 0.1%
-0.5974366652	53	< 0.1%
-2.181448825	48	< 0.1%
-1.154524296	45	< 0.1%
-3.04549518	40	< 0.1%
-0.8682999609	39	< 0.1%
0.4255004854	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.3920915	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.62063435	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-16.33759594	1	< 0.1%

Value	Count	Frequency (%)
10.52676605	1	< 0.1%
7.754598748	1	< 0.1%
7.692208544	1	< 0.1%
7.667725751	1	< 0.1%
7.518402781	1	< 0.1%
7.439565532	1	< 0.1%
7.421943853	1	< 0.1%
7.293225596	1	< 0.1%
7.234248879	1	< 0.1%
7.187926027	1	< 0.1%

V15
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001042838

Minimum	-4.4989447
Maximum	8.8777416
Zeros	0
Zeros (%)	0.0%
Negative	135553
Negative (%)	47.8%
Memory size	4.3 MiB

Quantile statistics

Minimum	-4.4989447
5-th percentile	-1.5919129
Q1	-0.58145185
median	0.049298852
Q3	0.65010412
95-th percentile	1.373
Maximum	8.8777416
Range	13.376686
Interquartile range (IQR)	1.231556

Descriptive statistics

Standard deviation	0.91489363
Coefficient of variation (CV)	877.31133
Kurtosis	0.28640706
Mean	0.001042838
Median Absolute Deviation (MAD)	0.61542136
Skewness	-0.30965908
Sum	295.88027
Variance	0.83703036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.124146923	77	< 0.1%
1.275257039	77	< 0.1%
0.2719566102	62	< 0.1%
1.446626976	60	< 0.1%
0.5838968103	53	< 0.1%
0.3887240831	48	< 0.1%
1.157633714	45	< 0.1%
1.468911143	40	< 0.1%
1.128538982	39	< 0.1%
1.24527653	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.498944677	1	< 0.1%
-4.391307068	1	< 0.1%
-4.19932125	1	< 0.1%
-4.196619695	1	< 0.1%
-4.15253176	1	< 0.1%
-4.097947131	1	< 0.1%
-4.092344269	1	< 0.1%
-4.025373127	1	< 0.1%
-4.005558002	1	< 0.1%
-3.936008084	1	< 0.1%

Value	Count	Frequency (%)
8.877741598	1	< 0.1%
5.825654319	1	< 0.1%
5.78451389	1	< 0.1%
5.720478632	1	< 0.1%
5.685899052	1	< 0.1%
5.667667171	1	< 0.1%
5.501116596	1	< 0.1%
5.126187082	1	< 0.1%
4.97005728	1	< 0.1%
4.858397949	1	< 0.1%

V16
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0011620128

Minimum	-14.129855
Maximum	17.315112
Zeros	0
Zeros (%)	0.0%
Negative	131932
Negative (%)	46.5%
Memory size	4.3 MiB

Quantile statistics

Minimum	-14.129855
5-th percentile	-1.4892727
Q1	-0.46685962
median	0.067119138
Q3	0.52351158
95-th percentile	1.3255465
Maximum	17.315112
Range	31.444966
Interquartile range (IQR)	0.9903712

Descriptive statistics

Standard deviation	0.87369633
Coefficient of variation (CV)	751.88183
Kurtosis	9.8500133
Mean	0.0011620128
Median Absolute Deviation (MAD)	0.49214341
Skewness	-1.0511615
Sum	329.69325
Variance	0.76334527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3424697541	77	< 0.1%
-0.371962125	77	< 0.1%
0.3186880634	62	< 0.1%
-0.1218203786	60	< 0.1%
0.1786758365	53	< 0.1%
0.2320713777	48	< 0.1%
0.8781749178	45	< 0.1%
-0.02974151433	40	< 0.1%
0.7865060537	39	< 0.1%
0.6403675125	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.12985452	1	< 0.1%
-13.56327296	1	< 0.1%
-13.30388758	1	< 0.1%
-13.25683309	1	< 0.1%
-13.25154198	1	< 0.1%
-12.6752689	1	< 0.1%
-12.66169572	1	< 0.1%
-12.44856234	1	< 0.1%
-12.43227914	1	< 0.1%
-12.42796136	1	< 0.1%

Value	Count	Frequency (%)
17.31511152	1	< 0.1%
8.28988956	1	< 0.1%
7.059131811	1	< 0.1%
6.442797901	1	< 0.1%
6.351853498	1	< 0.1%
6.098529451	1	< 0.1%
5.998262879	1	< 0.1%
5.720320216	1	< 0.1%
5.600122947	1	< 0.1%
5.562387814	1	< 0.1%

V17
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00017016094

Minimum	-25.162799
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	153081
Negative (%)	54.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	-25.162799
5-th percentile	-0.98277326
Q1	-0.48392758
median	-0.065866933
Q3	0.39897171
95-th percentile	1.2725441
Maximum	9.2535263
Range	34.416326
Interquartile range (IQR)	0.88289929

Descriptive statistics

Standard deviation	0.84250732
Coefficient of variation (CV)	4951.2379
Kurtosis	93.323101
Mean	0.00017016094
Median Absolute Deviation (MAD)	0.43907193
Skewness	-3.6904972
Sum	48.279084
Variance	0.70981859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3746564401	77	< 0.1%
-0.6019568028	77	< 0.1%
0.5493651287	62	< 0.1%
-0.651405237	60	< 0.1%
0.4738982783	53	< 0.1%
2.125021883	48	< 0.1%
0.5369175197	45	< 0.1%
3.664588481	40	< 0.1%
0.316435261	39	< 0.1%
-0.9102365035	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25.16279937	1	< 0.1%
-24.01909855	1	< 0.1%
-23.81563583	1	< 0.1%
-23.24159715	1	< 0.1%
-22.88399858	1	< 0.1%
-22.66790541	1	< 0.1%
-22.60886819	1	< 0.1%
-22.54165173	1	< 0.1%
-21.90649322	1	< 0.1%
-21.71018765	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.454784638	1	< 0.1%
7.413594144	1	< 0.1%

V18
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001515166

Minimum	-9.4987459
Maximum	5.0410692
Zeros	0
Zeros (%)	0.0%
Negative	142186
Negative (%)	50.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-9.4987459
5-th percentile	-1.356273
Q1	-0.4980143
median	-0.0021417562
Q3	0.50195567
95-th percentile	1.3959926
Maximum	5.0410692
Range	14.539815
Interquartile range (IQR)	0.99996996

Descriptive statistics

Standard deviation	0.83737753
Coefficient of variation (CV)	552.66388
Kurtosis	2.5091246
Mean	0.001515166
Median Absolute Deviation (MAD)	0.49934459
Skewness	-0.24866146
Sum	429.89199
Variance	0.70120113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4389924324	77	< 0.1%
-0.05264014626	77	< 0.1%
-0.2577858579	62	< 0.1%
0.6179704765	60	< 0.1%
-0.4988497987	53	< 0.1%
0.4055486736	48	< 0.1%
0.7128730126	45	< 0.1%
-0.1051895888	40	< 0.1%
0.587856253	39	< 0.1%
-0.0686980996	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.498745921	1	< 0.1%
-9.335193079	1	< 0.1%
-9.287832214	1	< 0.1%
-9.264608733	1	< 0.1%
-9.170557219	1	< 0.1%
-9.090892061	1	< 0.1%
-9.042845151	1	< 0.1%
-8.859451925	1	< 0.1%
-8.829819766	1	< 0.1%
-8.668815197	1	< 0.1%

Value	Count	Frequency (%)
5.041069185	1	< 0.1%
4.712397566	1	< 0.1%
4.295648234	1	< 0.1%
4.243841213	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.079390035	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%

V19
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00026426359

Minimum	-7.2135274
Maximum	5.5919714
Zeros	0
Zeros (%)	0.0%
Negative	141320
Negative (%)	49.8%
Memory size	4.3 MiB

Quantile statistics

Minimum	-7.2135274
5-th percentile	-1.3547183
Q1	-0.45628892
median	0.0033670829
Q3	0.45850793
95-th percentile	1.2847955
Maximum	5.5919714
Range	12.805499
Interquartile range (IQR)	0.91479685

Descriptive statistics

Standard deviation	0.81337855
Coefficient of variation (CV)	-3077.9063
Kurtosis	1.7269135
Mean	-0.00026426359
Median Absolute Deviation (MAD)	0.45756291
Skewness	0.10831181
Sum	-74.978451
Variance	0.66158467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.116090785	77	< 0.1%
-0.3305904484	77	< 0.1%
0.01625612798	62	< 0.1%
0.9276000446	60	< 0.1%
-0.1400986848	53	< 0.1%
-0.4409295119	48	< 0.1%
0.006773555225	45	< 0.1%
-2.097944321	40	< 0.1%
0.04935008318	39	< 0.1%
0.2552676745	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.21352743	1	< 0.1%
-6.938297318	1	< 0.1%
-4.932733055	1	< 0.1%
-4.676092279	1	< 0.1%
-4.619034342	1	< 0.1%
-4.575940864	1	< 0.1%
-4.539839957	1	< 0.1%
-4.42194397	1	< 0.1%
-4.395282985	1	< 0.1%
-4.392420909	1	< 0.1%

Value	Count	Frequency (%)
5.591971427	1	< 0.1%
5.572113327	1	< 0.1%
5.501747214	1	< 0.1%
5.22834179	1	< 0.1%
4.891062441	1	< 0.1%
4.851255137	1	< 0.1%
4.801122553	1	< 0.1%
4.727189814	1	< 0.1%
4.715141671	1	< 0.1%
4.703263246	1	< 0.1%

V20
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00018717525

Minimum	-54.49772
Maximum	39.420904
Zeros	0
Zeros (%)	0.0%
Negative	168409
Negative (%)	59.4%
Memory size	4.3 MiB

Quantile statistics

Minimum	-54.49772
5-th percentile	-0.55681855
Q1	-0.21146928
median	-0.062353459
Q3	0.13320712
95-th percentile	0.8336156
Maximum	39.420904
Range	93.918625
Interquartile range (IQR)	0.34467639

Descriptive statistics

Standard deviation	0.76998424
Coefficient of variation (CV)	4113.7076
Kurtosis	273.2229
Mean	0.00018717525
Median Absolute Deviation (MAD)	0.1686494
Skewness	-2.0431211
Sum	53.106484
Variance	0.59287573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1320797243	77	< 0.1%
-0.1803701186	77	< 0.1%
-0.1874207884	62	< 0.1%
0.005756655419	60	< 0.1%
-0.1207140343	53	< 0.1%
-0.08698932974	48	< 0.1%
0.0536071193	45	< 0.1%
-0.1675554163	40	< 0.1%
0.04521744119	39	< 0.1%
0.01695215418	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-54.49772049	1	< 0.1%
-28.00963533	1	< 0.1%
-25.22234524	1	< 0.1%
-23.64689033	1	< 0.1%
-23.42017257	1	< 0.1%
-22.8385483	1	< 0.1%
-21.96489828	1	< 0.1%
-21.53382174	1	< 0.1%
-21.38712193	1	< 0.1%
-21.02827171	1	< 0.1%

Value	Count	Frequency (%)
39.42090425	1	< 0.1%
38.11720913	1	< 0.1%
26.23739079	1	< 0.1%
24.13389419	1	< 0.1%
23.64909457	1	< 0.1%
23.64341694	1	< 0.1%
19.74645308	1	< 0.1%
17.8852382	1	< 0.1%
17.81950743	1	< 0.1%
17.2818589	1	< 0.1%

V21
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00037059312

Minimum	-34.830382
Maximum	27.202839
Zeros	0
Zeros (%)	0.0%
Negative	152617
Negative (%)	53.8%
Memory size	4.3 MiB

Quantile statistics

Minimum	-34.830382
5-th percentile	-0.50374327
Q1	-0.22830491
median	-0.029440589
Q3	0.1861936
95-th percentile	0.5373008
Maximum	27.202839
Range	62.033221
Interquartile range (IQR)	0.41449851

Descriptive statistics

Standard deviation	0.72390937
Coefficient of variation (CV)	-1953.3805
Kurtosis	184.81813
Mean	-0.00037059312
Median Absolute Deviation (MAD)	0.20625974
Skewness	2.8200331
Sum	-105.1469
Variance	0.52404477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.262580846	77	< 0.1%
0.2697649514	77	< 0.1%
-0.3611580366	62	< 0.1%
-0.06420828148	60	< 0.1%
-0.3523338005	53	< 0.1%
-0.06721666134	48	< 0.1%
-0.2074324045	45	< 0.1%
-0.04023759275	40	< 0.1%
-0.1918199828	39	< 0.1%
-0.3133074454	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34.83038214	1	< 0.1%
-22.88934704	1	< 0.1%
-22.79760391	1	< 0.1%
-22.75753986	1	< 0.1%
-22.6656846	1	< 0.1%
-21.62011965	1	< 0.1%
-21.45373628	1	< 0.1%
-20.26205434	1	< 0.1%
-18.63291855	1	< 0.1%
-18.6030882	1	< 0.1%

Value	Count	Frequency (%)
27.20283916	1	< 0.1%
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
21.89972377	1	< 0.1%
20.0637858	1	< 0.1%
19.33082993	1	< 0.1%

V22
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5027563 × 10^-5

Minimum	-10.933144
Maximum	10.50309
Zeros	0
Zeros (%)	0.0%
Negative	140877
Negative (%)	49.7%
Memory size	4.3 MiB

Quantile statistics

Minimum	-10.933144
5-th percentile	-1.08109
Q1	-0.54269971
median	0.0066748952
Q3	0.5282452
95-th percentile	1.1289879
Maximum	10.50309
Range	21.436234
Interquartile range (IQR)	1.0709449

Descriptive statistics

Standard deviation	0.72455047
Coefficient of variation (CV)	-48214.768
Kurtosis	2.4675659
Mean	-1.5027563 × 10^-5
Median Absolute Deviation (MAD)	0.536542
Skewness	-0.18232973
Sum	-4.2637104
Variance	0.52497338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8162637632	77	< 0.1%
0.8446266468	77	< 0.1%
-0.9842619492	62	< 0.1%
-0.08058707745	60	< 0.1%
-0.9969367748	53	< 0.1%
-0.07264159949	48	< 0.1%
-0.6924166842	45	< 0.1%
0.09617157396	40	< 0.1%
-0.6501177955	39	< 0.1%
-1.068934378	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.9331437	1	< 0.1%
-9.499422964	1	< 0.1%
-8.887017141	1	< 0.1%
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-8.245481399	1	< 0.1%

Value	Count	Frequency (%)
10.50309009	1	< 0.1%
8.361985192	1	< 0.1%
8.316275439	1	< 0.1%
8.272232984	1	< 0.1%
7.357255162	1	< 0.1%
7.248762607	1	< 0.1%
7.220157654	1	< 0.1%
7.057496403	1	< 0.1%
6.790452189	1	< 0.1%
6.090513506	1	< 0.1%

V23
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00019817072

Minimum	-44.807735
Maximum	22.528412
Zeros	0
Zeros (%)	0.0%
Negative	147810
Negative (%)	52.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-44.807735
5-th percentile	-0.47203605
Q1	-0.16170345
median	-0.011158577
Q3	0.14774844
95-th percentile	0.48805785
Maximum	22.528412
Range	67.336147
Interquartile range (IQR)	0.30945189

Descriptive statistics

Standard deviation	0.62370238
Coefficient of variation (CV)	3147.2983
Kurtosis	442.68608
Mean	0.00019817072
Median Absolute Deviation (MAD)	0.15444442
Skewness	-5.8672208
Sum	56.226187
Variance	0.38900466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.140304302	77	< 0.1%
0.02067466769	77	< 0.1%
0.3541980943	62	< 0.1%
-0.07299107927	60	< 0.1%
0.363484906	53	< 0.1%
-0.03658428268	48	< 0.1%
-0.1185975116	45	< 0.1%
-0.09254896958	40	< 0.1%
-0.1140694638	39	< 0.1%
0.103796606	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-44.8077352	1	< 0.1%
-36.66600007	1	< 0.1%
-32.828995	1	< 0.1%
-30.26972001	1	< 0.1%
-27.53364329	1	< 0.1%
-27.21543637	1	< 0.1%
-26.75111866	1	< 0.1%
-26.42974136	1	< 0.1%
-25.35674425	1	< 0.1%
-23.22201631	1	< 0.1%

Value	Count	Frequency (%)
22.52841169	1	< 0.1%
22.08354487	1	< 0.1%
20.8033441	1	< 0.1%
19.22816908	1	< 0.1%
19.00294182	1	< 0.1%
18.94673404	1	< 0.1%
18.36447227	1	< 0.1%
17.7684618	1	< 0.1%
17.75173056	1	< 0.1%
17.60663686	1	< 0.1%

V24
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00021420682

Minimum	-2.8366269
Maximum	4.5845491
Zeros	0
Zeros (%)	0.0%
Negative	127264
Negative (%)	44.9%
Memory size	4.3 MiB

Quantile statistics

Minimum	-2.8366269
5-th percentile	-1.1431732
Q1	-0.35445344
median	0.041015733
Q3	0.43973848
95-th percentile	0.86755548
Maximum	4.5845491
Range	7.4211761
Interquartile range (IQR)	0.79419193

Descriptive statistics

Standard deviation	0.6056267
Coefficient of variation (CV)	2827.2988
Kurtosis	0.62189981
Mean	0.00021420682
Median Absolute Deviation (MAD)	0.39714016
Skewness	-0.55212924
Sum	60.776045
Variance	0.3667837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3578272493	77	< 0.1%
0.7262118838	77	< 0.1%
0.6207093385	62	< 0.1%
1.01813597	60	< 0.1%
0.6048265698	53	< 0.1%
0.5296927676	48	< 0.1%
0.8914796679	45	< 0.1%
-1.345663706	40	< 0.1%
0.9159355995	39	< 0.1%
0.9921257146	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.824848903	1	< 0.1%
-2.822683592	1	< 0.1%
-2.822383969	1	< 0.1%
-2.814897636	1	< 0.1%
-2.807896962	1	< 0.1%
-2.790479323	1	< 0.1%
-2.78961381	1	< 0.1%
-2.776600389	1	< 0.1%
-2.775669771	1	< 0.1%

Value	Count	Frequency (%)
4.584549137	1	< 0.1%
4.02286589	1	< 0.1%
4.016341817	1	< 0.1%
4.014444385	1	< 0.1%
3.998293678	1	< 0.1%
3.99064595	1	< 0.1%
3.979636646	1	< 0.1%
3.962197343	1	< 0.1%
3.957012821	1	< 0.1%
3.951679291	1	< 0.1%

V25
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00023238699

Minimum	-10.295397
Maximum	7.5195887
Zeros	0
Zeros (%)	0.0%
Negative	138839
Negative (%)	48.9%
Memory size	4.3 MiB

Quantile statistics

Minimum	-10.295397
5-th percentile	-0.82509594
Q1	-0.31748537
median	0.016278362
Q3	0.35066737
95-th percentile	0.76024342
Maximum	7.5195887
Range	17.814986
Interquartile range (IQR)	0.66815274

Descriptive statistics

Standard deviation	0.52122032
Coefficient of variation (CV)	-2242.898
Kurtosis	4.2894994
Mean	-0.00023238699
Median Absolute Deviation (MAD)	0.33406047
Skewness	-0.41574386
Sum	-65.934231
Variance	0.27167062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1864229457	77	< 0.1%
0.366624307	77	< 0.1%
-0.2971378761	62	< 0.1%
0.6635747725	60	< 0.1%
-0.2645595863	53	< 0.1%
0.414685142	48	< 0.1%
0.7302403643	45	< 0.1%
0.5103049571	40	< 0.1%
0.7300730401	39	< 0.1%
0.3693981601	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.29539707	1	< 0.1%
-8.69662677	1	< 0.1%
-7.495741104	1	< 0.1%
-7.081325346	1	< 0.1%
-7.025783182	1	< 0.1%
-6.712623728	1	< 0.1%
-6.429333989	1	< 0.1%
-6.035054268	1	< 0.1%
-5.7852551	1	< 0.1%
-5.785209207	1	< 0.1%

Value	Count	Frequency (%)
7.519588679	1	< 0.1%
6.070850384	1	< 0.1%
5.852483571	1	< 0.1%
5.826159035	1	< 0.1%
5.541597595	1	< 0.1%
5.525092704	1	< 0.1%
5.521139565	1	< 0.1%
5.473885357	1	< 0.1%
5.376594958	1	< 0.1%
4.881207473	1	< 0.1%

V26
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00014944109

Minimum	-2.6045506
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	151172
Negative (%)	53.3%
Memory size	4.3 MiB

Quantile statistics

Minimum	-2.6045506
5-th percentile	-0.69649282
Q1	-0.3267634
median	-0.052171628
Q3	0.2402613
95-th percentile	0.92167845
Maximum	3.5173456
Range	6.1218962
Interquartile range (IQR)	0.5670247

Descriptive statistics

Standard deviation	0.48205294
Coefficient of variation (CV)	3225.7055
Kurtosis	0.92355715
Mean	0.00014944109
Median Absolute Deviation (MAD)	0.28000764
Skewness	0.58029232
Sum	42.400322
Variance	0.23237504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.09654447079	77	< 0.1%
-0.398827515	77	< 0.1%
0.1667356343	62	< 0.1%
-0.6713228443	60	< 0.1%
0.2196706474	53	< 0.1%
0.7358696518	48	< 0.1%
0.3840134458	45	< 0.1%
-0.1826735225	40	< 0.1%
0.3838794176	39	< 0.1%
0.1103735486	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.604550553	1	< 0.1%
-2.534329721	1	< 0.1%
-2.24162029	1	< 0.1%
-2.068560869	1	< 0.1%
-1.855355338	1	< 0.1%
-1.778061476	1	< 0.1%
-1.77357484	1	< 0.1%
-1.732917021	1	< 0.1%
-1.73200827	1	< 0.1%
-1.726927874	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.415636243	1	< 0.1%
3.220178375	1	< 0.1%
3.155327473	1	< 0.1%
3.122747439	1	< 0.1%
3.119294529	1	< 0.1%
3.118588477	1	< 0.1%
3.116200102	1	< 0.1%
3.087444274	1	< 0.1%

V27
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0017630316

Minimum	-22.565679
Maximum	31.612198
Zeros	0
Zeros (%)	0.0%
Negative	140332
Negative (%)	49.5%
Memory size	4.3 MiB

Quantile statistics

Minimum	-22.565679
5-th percentile	-0.41054846
Q1	-0.070640822
median	0.0014785948
Q3	0.091208165
95-th percentile	0.38775384
Maximum	31.612198
Range	54.177877
Interquartile range (IQR)	0.16184899

Descriptive statistics

Standard deviation	0.39574388
Coefficient of variation (CV)	224.46783
Kurtosis	259.17503
Mean	0.0017630316
Median Absolute Deviation (MAD)	0.078191449
Skewness	-0.75380391
Sum	500.21791
Variance	0.15661322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.03586631529	77	< 0.1%
0.02773512151	77	< 0.1%
-0.06829900993	62	< 0.1%
0.09680094523	60	< 0.1%
-0.03920945159	53	< 0.1%
-0.05823276765	48	< 0.1%
-0.02846527247	45	< 0.1%
0.1070583025	40	< 0.1%
-0.03190230409	39	< 0.1%
-0.02830206643	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.56567932	1	< 0.1%
-9.895244048	1	< 0.1%
-9.845807693	1	< 0.1%
-9.793567905	1	< 0.1%
-9.544855375	1	< 0.1%
-9.543518336	1	< 0.1%
-9.390979796	1	< 0.1%
-8.878665148	1	< 0.1%
-8.839765802	1	< 0.1%
-8.703067823	1	< 0.1%

Value	Count	Frequency (%)
31.61219811	1	< 0.1%
12.15240111	1	< 0.1%
11.13573984	1	< 0.1%
10.50788435	1	< 0.1%
10.13559735	1	< 0.1%
9.879903026	1	< 0.1%
9.200882567	1	< 0.1%
8.932638749	1	< 0.1%
8.70897234	1	< 0.1%
8.254375597	1	< 0.1%

V28
Real number (ℝ)

Distinct	275663
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0005473121

Minimum	-15.430084
Maximum	33.847808
Zeros	0
Zeros (%)	0.0%
Negative	125316
Negative (%)	44.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-15.430084
5-th percentile	-0.31526467
Q1	-0.052818036
median	0.011287604
Q3	0.078276094
95-th percentile	0.2557695
Maximum	33.847808
Range	49.277892
Interquartile range (IQR)	0.13109413

Descriptive statistics

Standard deviation	0.3280266
Coefficient of variation (CV)	599.34104
Kurtosis	959.37981
Mean	0.0005473121
Median Absolute Deviation (MAD)	0.065088745
Skewness	11.555115
Sum	155.28667
Variance	0.10760145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01849457297	77	< 0.1%
-0.06028215108	77	< 0.1%
-0.02958470284	62	< 0.1%
0.02869687829	60	< 0.1%
-0.0427869554	53	< 0.1%
-0.02665761951	48	< 0.1%
0.03612330941	45	< 0.1%
0.07181800295	40	< 0.1%
0.0298493414	39	< 0.1%
0.0118363067	36	< 0.1%
Other values (275653)	283189	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.43008391	1	< 0.1%
-11.71089564	1	< 0.1%
-9.617915452	1	< 0.1%
-8.6565699	1	< 0.1%
-8.478685643	1	< 0.1%
-8.464609243	1	< 0.1%
-8.424041001	1	< 0.1%
-8.412266628	1	< 0.1%
-8.364853332	1	< 0.1%
-8.33812262	1	< 0.1%

Value	Count	Frequency (%)
33.84780782	1	< 0.1%
22.62007222	1	< 0.1%
16.12960914	1	< 0.1%
15.94215098	1	< 0.1%
15.87047405	1	< 0.1%
15.86672079	1	< 0.1%
15.7696356	1	< 0.1%
15.7268066	1	< 0.1%
15.64913396	1	< 0.1%
15.63268866	1	< 0.1%

Amount
Real number (ℝ)

Distinct	32767
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.472687

Minimum	0
Maximum	25691.16
Zeros	1808
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.92
Q1	5.6
median	22
Q3	77.51
95-th percentile	365.3375
Maximum	25691.16
Range	25691.16
Interquartile range (IQR)	71.91

Descriptive statistics

Standard deviation	250.39944
Coefficient of variation (CV)	2.8302456
Kurtosis	844.47132
Mean	88.472687
Median Absolute Deviation (MAD)	20.22
Skewness	16.978803
Sum	25102002
Variance	62699.878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13566	4.8%
1.98	6044	2.1%
0.89	4871	1.7%
9.99	4738	1.7%
15	3280	1.2%
0.76	2977	1.0%
10	2948	1.0%
1.29	2892	1.0%
1.79	2623	0.9%
0.99	2304	0.8%
Other values (32757)	237483	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1808	0.6%
0.01	718	0.3%
0.02	85	< 0.1%
0.03	3	< 0.1%
0.04	11	< 0.1%
0.05	44	< 0.1%
0.06	3	< 0.1%
0.07	11	< 0.1%
0.08	10	< 0.1%
0.09	2	< 0.1%

Value	Count	Frequency (%)
25691.16	1	< 0.1%
19656.53	1	< 0.1%
18910	1	< 0.1%
12910.93	1	< 0.1%
11898.09	1	< 0.1%
11789.84	1	< 0.1%
10199.44	1	< 0.1%
10000	1	< 0.1%
8790.26	1	< 0.1%
8787	1	< 0.1%

Class
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

0	283253
1	473

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	283726
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	283253	99.8%
1	473	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	283253	99.8%
1	473	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	283253	99.8%
1	473	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	283726	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	283253	99.8%
1	473	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	283726	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	283253	99.8%
1	473	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	283726	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	283253	99.8%
1	473	0.2%

Auto

Heatmap
Table

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class
Time	1.000	0.191	-0.007	-0.474	-0.143	0.226	-0.111	0.117	-0.104	0.019	0.015	-0.228	0.074	-0.045	-0.093	-0.206	0.002	-0.102	0.091	0.026	-0.120	0.096	0.132	0.149	-0.016	-0.259	-0.000	-0.035	-0.143	-0.040	0.026
V1	0.191	1.000	-0.383	-0.414	0.102	-0.109	-0.086	-0.230	-0.235	0.140	0.233	0.013	0.004	0.048	-0.024	0.030	0.037	-0.057	-0.045	0.032	-0.211	-0.063	-0.029	0.146	-0.001	0.049	0.006	-0.107	-0.209	-0.087	0.137
V2	-0.007	-0.383	1.000	0.075	0.155	0.346	-0.111	0.429	0.005	-0.078	-0.214	-0.013	0.053	0.029	0.088	0.039	0.070	-0.004	0.012	0.001	0.041	-0.098	-0.057	-0.096	0.013	-0.087	0.034	0.131	0.139	-0.503	0.228
V3	-0.474	-0.414	0.075	1.000	0.061	-0.225	0.171	-0.075	0.166	-0.032	-0.072	0.056	-0.052	0.007	-0.129	0.051	-0.046	-0.035	-0.045	-0.016	0.107	-0.039	0.005	-0.140	-0.001	0.032	-0.017	0.142	0.181	-0.000	0.336
V4	-0.143	0.102	0.155	0.061	1.000	0.022	0.074	0.061	-0.010	0.106	0.025	-0.013	0.148	-0.024	0.100	0.055	-0.040	0.049	0.022	-0.019	-0.009	0.039	-0.005	0.010	-0.009	0.061	-0.064	-0.033	0.005	-0.021	0.363
V5	0.226	-0.109	0.346	-0.225	0.022	1.000	-0.008	0.431	-0.055	-0.056	-0.157	0.010	-0.047	0.019	0.036	-0.042	-0.007	-0.145	-0.017	0.013	0.056	-0.040	-0.011	-0.107	-0.023	-0.016	0.030	0.013	-0.027	-0.315	0.178
V6	-0.111	-0.086	-0.111	0.171	0.074	-0.008	1.000	-0.293	0.445	0.028	0.063	0.060	0.037	-0.004	-0.068	-0.046	-0.019	-0.028	0.053	0.032	0.053	0.036	0.041	-0.051	-0.135	-0.010	-0.024	0.074	0.021	0.206	0.000
V7	0.117	-0.230	0.429	-0.075	0.061	0.431	-0.293	1.000	-0.388	-0.100	-0.210	0.003	-0.042	-0.016	0.060	-0.052	-0.120	-0.146	-0.071	0.001	0.161	-0.021	-0.024	-0.186	-0.013	-0.047	0.018	-0.094	0.057	-0.030	0.275
V8	-0.104	-0.235	0.005	0.166	-0.010	-0.055	0.445	-0.388	1.000	-0.003	-0.120	0.055	0.104	-0.146	0.039	-0.016	0.089	0.073	0.067	-0.034	0.007	0.076	0.021	0.075	-0.025	-0.074	-0.009	0.191	0.090	0.004	0.176
V9	0.019	0.140	-0.078	-0.032	0.106	-0.056	0.028	-0.100	-0.003	1.000	-0.294	-0.031	0.103	-0.047	-0.030	-0.004	-0.031	-0.069	-0.014	0.003	-0.016	-0.065	0.002	0.074	-0.001	-0.023	0.027	-0.001	-0.104	-0.078	0.384
V10	0.015	0.233	-0.214	-0.072	0.025	-0.157	0.063	-0.210	-0.120	-0.294	1.000	0.034	-0.164	0.001	0.006	-0.028	-0.055	-0.147	-0.053	0.040	-0.089	-0.046	0.042	0.078	-0.008	-0.017	-0.027	-0.019	-0.130	0.056	0.539
V11	-0.228	0.013	-0.013	0.056	-0.013	0.010	0.060	0.003	0.055	-0.031	0.034	1.000	0.198	-0.035	0.153	-0.037	0.070	0.075	0.069	0.010	0.042	-0.001	0.000	0.032	-0.005	-0.005	-0.006	-0.027	-0.028	-0.044	0.597
V12	0.074	0.004	0.053	-0.052	0.148	-0.047	0.037	-0.042	0.104	0.103	-0.164	0.198	1.000	0.187	-0.054	-0.067	-0.119	-0.207	-0.065	0.019	0.015	0.031	-0.013	0.080	-0.002	0.003	0.012	0.029	-0.008	-0.039	0.657
V13	-0.045	0.048	0.029	0.007	-0.024	0.019	-0.004	-0.016	-0.146	-0.047	0.001	-0.035	0.187	1.000	-0.094	0.015	-0.000	-0.017	-0.010	-0.006	0.101	-0.050	0.007	0.002	0.005	0.003	-0.004	0.003	-0.007	-0.006	0.008
V14	-0.093	-0.024	0.088	-0.129	0.100	0.036	-0.068	0.060	0.039	-0.030	0.006	0.153	-0.054	-0.094	1.000	0.020	-0.129	-0.168	-0.028	0.022	-0.105	0.083	-0.009	0.016	-0.023	0.035	-0.005	-0.092	-0.018	-0.005	0.660
V15	-0.206	0.030	0.039	0.051	0.055	-0.042	-0.046	-0.052	-0.016	-0.004	-0.028	-0.037	-0.067	0.015	0.020	1.000	0.014	-0.024	0.013	-0.054	0.094	0.031	0.001	0.033	0.023	0.011	-0.018	0.029	0.039	-0.072	0.006
V16	0.002	0.037	0.070	-0.046	-0.040	-0.007	-0.019	-0.120	0.089	-0.031	-0.055	0.070	-0.119	-0.000	-0.129	0.014	1.000	-0.237	0.021	0.019	0.178	0.091	-0.045	0.044	-0.031	-0.015	0.041	-0.047	-0.011	-0.108	0.564
V17	-0.102	-0.057	-0.004	-0.035	0.049	-0.145	-0.028	-0.146	0.073	-0.069	-0.147	0.075	-0.207	-0.017	-0.168	-0.024	-0.237	1.000	-0.158	0.045	-0.016	-0.010	0.013	0.037	0.053	0.004	-0.008	0.046	0.065	0.054	0.680
V18	0.091	-0.045	0.012	-0.045	0.022	-0.017	0.053	-0.071	0.067	-0.014	-0.053	0.069	-0.065	-0.010	-0.028	0.013	0.021	-0.158	1.000	-0.005	-0.107	0.025	0.057	-0.109	-0.048	-0.006	-0.028	0.020	0.022	0.048	0.494
V19	0.026	0.032	0.001	-0.016	-0.019	0.013	0.032	0.001	-0.034	0.003	0.040	0.010	0.019	-0.006	0.022	-0.054	0.019	0.045	-0.005	1.000	0.233	-0.004	-0.011	-0.079	-0.056	0.004	-0.015	-0.018	-0.041	-0.009	0.074
V20	-0.120	-0.211	0.041	0.107	-0.009	0.056	0.053	0.161	0.007	-0.016	-0.089	0.042	0.015	0.101	-0.105	0.094	0.178	-0.016	-0.107	0.233	1.000	0.116	0.034	-0.195	0.041	0.045	0.046	0.103	0.276	0.202	0.015
V21	0.096	-0.063	-0.098	-0.039	0.039	-0.040	0.036	-0.021	0.076	-0.065	-0.046	-0.001	0.031	-0.050	0.083	0.031	0.091	-0.010	0.025	-0.004	0.116	1.000	0.677	-0.251	0.032	0.037	-0.042	-0.027	0.067	0.195	0.054
V22	0.132	-0.029	-0.057	0.005	-0.005	-0.011	0.041	-0.024	0.021	0.002	0.042	0.000	-0.013	0.007	-0.009	0.001	-0.045	0.013	0.057	-0.011	0.034	0.677	1.000	-0.239	0.015	0.029	-0.041	0.073	-0.036	0.081	0.053
V23	0.149	0.146	-0.096	-0.140	0.010	-0.107	-0.051	-0.186	0.075	0.074	0.078	0.032	0.080	0.002	0.016	0.033	0.044	0.037	-0.109	-0.079	-0.195	-0.251	-0.239	1.000	0.097	-0.426	-0.002	0.048	-0.071	-0.058	0.015
V24	-0.016	-0.001	0.013	-0.001	-0.009	-0.023	-0.135	-0.013	-0.025	-0.001	-0.008	-0.005	-0.002	0.005	-0.023	0.023	-0.031	0.053	-0.048	-0.056	0.041	0.032	0.015	0.097	1.000	0.001	0.006	-0.037	0.047	-0.013	0.009
V25	-0.259	0.049	-0.087	0.032	0.061	-0.016	-0.010	-0.047	-0.074	-0.023	-0.017	-0.005	0.003	0.003	0.035	0.011	-0.015	0.004	-0.006	0.004	0.045	0.037	0.029	-0.426	0.001	1.000	-0.053	-0.092	-0.053	0.024	0.023
V26	-0.000	0.006	0.034	-0.017	-0.064	0.030	-0.024	0.018	-0.009	0.027	-0.027	-0.006	0.012	-0.004	-0.005	-0.018	0.041	-0.008	-0.028	-0.015	0.046	-0.042	-0.041	-0.002	0.006	-0.053	1.000	-0.165	-0.022	-0.067	0.003
V27	-0.035	-0.107	0.131	0.142	-0.033	0.013	0.074	-0.094	0.191	-0.001	-0.019	-0.027	0.029	0.003	-0.092	0.029	-0.047	0.046	0.020	-0.018	0.103	-0.027	0.073	0.048	-0.037	-0.092	-0.165	1.000	0.459	-0.128	0.033
V28	-0.143	-0.209	0.139	0.181	0.005	-0.027	0.021	0.057	0.090	-0.104	-0.130	-0.028	-0.008	-0.007	-0.018	0.039	-0.011	0.065	0.022	-0.041	0.276	0.067	-0.036	-0.071	0.047	-0.053	-0.022	0.459	1.000	0.010	0.029
Amount	-0.040	-0.087	-0.503	-0.000	-0.021	-0.315	0.206	-0.030	0.004	-0.078	0.056	-0.044	-0.039	-0.006	-0.005	-0.072	-0.108	0.054	0.048	-0.009	0.202	0.195	0.081	-0.058	-0.013	0.024	-0.067	-0.128	0.010	1.000	0.000
Class	0.026	0.137	0.228	0.336	0.363	0.178	0.000	0.275	0.176	0.384	0.539	0.597	0.657	0.008	0.660	0.006	0.564	0.680	0.494	0.074	0.015	0.054	0.053	0.015	0.009	0.023	0.003	0.033	0.029	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	0.0	-1.359807	-0.072781	2.536347	1.378155	-0.338321	0.462388	0.239599	0.098698	0.363787	0.090794	-0.551600	-0.617801	-0.991390	-0.311169	1.468177	-0.470401	0.207971	0.025791	0.403993	0.251412	-0.018307	0.277838	-0.110474	0.066928	0.128539	-0.189115	0.133558	-0.021053	149.62
1	0.0	1.191857	0.266151	0.166480	0.448154	0.060018	-0.082361	-0.078803	0.085102	-0.255425	-0.166974	1.612727	1.065235	0.489095	-0.143772	0.635558	0.463917	-0.114805	-0.183361	-0.145783	-0.069083	-0.225775	-0.638672	0.101288	-0.339846	0.167170	0.125895	-0.008983	0.014724	2.69
2	1.0	-1.358354	-1.340163	1.773209	0.379780	-0.503198	1.800499	0.791461	0.247676	-1.514654	0.207643	0.624501	0.066084	0.717293	-0.165946	2.345865	-2.890083	1.109969	-0.121359	-2.261857	0.524980	0.247998	0.771679	0.909412	-0.689281	-0.327642	-0.139097	-0.055353	-0.059752	378.66
3	1.0	-0.966272	-0.185226	1.792993	-0.863291	-0.010309	1.247203	0.237609	0.377436	-1.387024	-0.054952	-0.226487	0.178228	0.507757	-0.287924	-0.631418	-1.059647	-0.684093	1.965775	-1.232622	-0.208038	-0.108300	0.005274	-0.190321	-1.175575	0.647376	-0.221929	0.062723	0.061458	123.50
4	2.0	-1.158233	0.877737	1.548718	0.403034	-0.407193	0.095921	0.592941	-0.270533	0.817739	0.753074	-0.822843	0.538196	1.345852	-1.119670	0.175121	-0.451449	-0.237033	-0.038195	0.803487	0.408542	-0.009431	0.798278	-0.137458	0.141267	-0.206010	0.502292	0.219422	0.215153	69.99
5	2.0	-0.425966	0.960523	1.141109	-0.168252	0.420987	-0.029728	0.476201	0.260314	-0.568671	-0.371407	1.341262	0.359894	-0.358091	-0.137134	0.517617	0.401726	-0.058133	0.068653	-0.033194	0.084968	-0.208254	-0.559825	-0.026398	-0.371427	-0.232794	0.105915	0.253844	0.081080	3.67
6	4.0	1.229658	0.141004	0.045371	1.202613	0.191881	0.272708	-0.005159	0.081213	0.464960	-0.099254	-1.416907	-0.153826	-0.751063	0.167372	0.050144	-0.443587	0.002821	-0.611987	-0.045575	-0.219633	-0.167716	-0.270710	-0.154104	-0.780055	0.750137	-0.257237	0.034507	0.005168	4.99
7	7.0	-0.644269	1.417964	1.074380	-0.492199	0.948934	0.428118	1.120631	-3.807864	0.615375	1.249376	-0.619468	0.291474	1.757964	-1.323865	0.686133	-0.076127	-1.222127	-0.358222	0.324505	-0.156742	1.943465	-1.015455	0.057504	-0.649709	-0.415267	-0.051634	-1.206921	-1.085339	40.80
8	7.0	-0.894286	0.286157	-0.113192	-0.271526	2.669599	3.721818	0.370145	0.851084	-0.392048	-0.410430	-0.705117	-0.110452	-0.286254	0.074355	-0.328783	-0.210077	-0.499768	0.118765	0.570328	0.052736	-0.073425	-0.268092	-0.204233	1.011592	0.373205	-0.384157	0.011747	0.142404	93.20
9	9.0	-0.338262	1.119593	1.044367	-0.222187	0.499361	-0.246761	0.651583	0.069539	-0.736727	-0.366846	1.017614	0.836390	1.006844	-0.443523	0.150219	0.739453	-0.540980	0.476677	0.451773	0.203711	-0.246914	-0.633753	-0.120794	-0.385050	-0.069733	0.094199	0.246219	0.083076	3.68

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
284797	172782.0	-0.241923	0.712247	0.399806	-0.463406	0.244531	-1.343668	0.929369	-0.206210	0.106234	-0.284708	-0.612982	-0.066655	-0.732987	0.237948	-0.293959	-0.245496	-0.174846	-0.891169	-0.290491	-0.139512	-0.228876	-0.514376	0.279598	0.371441	-0.559238	0.113144	0.131507	0.081265	5.49
284798	172782.0	0.219529	0.881246	-0.635891	0.960928	-0.152971	-1.014307	0.427126	0.121340	-0.285670	-0.111640	-1.109232	-0.453235	-1.046946	1.122674	1.243518	-1.431897	0.939328	-0.002373	2.894952	0.006666	0.099936	0.337120	0.251791	0.057688	-1.508368	0.144023	0.181205	0.215243	24.05
284799	172783.0	-1.775135	-0.004235	1.189786	0.331096	1.196063	5.519980	-1.518185	2.080825	1.159498	-0.594242	-1.264072	0.453596	-0.243142	-0.858719	-0.766554	-0.644646	0.447184	0.388721	0.792135	0.348176	0.103302	0.654850	-0.348929	0.745323	0.704545	-0.127579	0.454379	0.130308	79.99
284800	172784.0	2.039560	-0.175233	-1.196825	0.234580	-0.008713	-0.726571	0.017050	-0.118228	0.435402	0.267772	0.523316	0.559047	-0.834660	0.626211	-0.541494	0.225361	-0.605252	-0.163049	0.561695	-0.256922	-0.268048	-0.717211	0.297930	-0.359769	-0.315610	0.201114	-0.080826	-0.075071	2.68
284801	172785.0	0.120316	0.931005	-0.546012	-0.745097	1.130314	-0.235973	0.812722	0.115093	-0.204064	-0.657422	0.644837	0.190916	-0.546329	-0.731707	-0.808036	0.599628	0.070441	0.373110	0.128904	0.000676	-0.314205	-0.808520	0.050343	0.102800	-0.435870	0.124079	0.217940	0.068803	2.69
284802	172786.0	-11.881118	10.071785	-9.834783	-2.066656	-5.364473	-2.606837	-4.918215	7.305334	1.914428	4.356170	-1.593105	2.711941	-0.689256	4.626942	-0.924459	1.107641	1.991691	0.510632	-0.682920	1.475829	0.213454	0.111864	1.014480	-0.509348	1.436807	0.250034	0.943651	0.823731	0.77
284803	172787.0	-0.732789	-0.055080	2.035030	-0.738589	0.868229	1.058415	0.024330	0.294869	0.584800	-0.975926	-0.150189	0.915802	1.214756	-0.675143	1.164931	-0.711757	-0.025693	-1.221179	-1.545556	0.059616	0.214205	0.924384	0.012463	-1.016226	-0.606624	-0.395255	0.068472	-0.053527	24.79
284804	172788.0	1.919565	-0.301254	-3.249640	-0.557828	2.630515	3.031260	-0.296827	0.708417	0.432454	-0.484782	0.411614	0.063119	-0.183699	-0.510602	1.329284	0.140716	0.313502	0.395652	-0.577252	0.001396	0.232045	0.578229	-0.037501	0.640134	0.265745	-0.087371	0.004455	-0.026561	67.88
284805	172788.0	-0.240440	0.530483	0.702510	0.689799	-0.377961	0.623708	-0.686180	0.679145	0.392087	-0.399126	-1.933849	-0.962886	-1.042082	0.449624	1.962563	-0.608577	0.509928	1.113981	2.897849	0.127434	0.265245	0.800049	-0.163298	0.123205	-0.569159	0.546668	0.108821	0.104533	10.00
284806	172792.0	-0.533413	-0.189733	0.703337	-0.506271	-0.012546	-0.649617	1.577006	-0.414650	0.486180	-0.915427	-1.040458	-0.031513	-0.188093	-0.084316	0.041333	-0.302620	-0.660377	0.167430	-0.256117	0.382948	0.261057	0.643078	0.376777	0.008797	-0.473649	-0.818267	-0.002415	0.013649	217.00

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample